{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lowest Order Edge Element for Maxwell Equations in 3D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example is to show the lowest order edge element approximation of the electric field of the time harmonic Maxwell equation.\n",
    "  \n",
    "\\begin{align}\n",
    "\\nabla \\times (\\mu^{-1}\\nabla \\times  u) - \\omega^2 \\varepsilon \\, u &= J  \\quad  \\text{ in } \\quad \\Omega,  \\\\\n",
    "                                  n \\times u &= n \\times g_D  \\quad  \\text{ on } \\quad \\Gamma_D,\\\\\n",
    "                    n \\times (\\mu^{-1}\\nabla \\times  u) &= n \\times g_N  \\quad  \\text{ on } \\quad \\Gamma_N.\n",
    "\\end{align}\n",
    "\n",
    "\n",
    "based on the weak formulation\n",
    "\n",
    "$$(\\mu^{-1}\\nabla \\times  u, \\nabla \\times  v) - (\\omega^2\\varepsilon u,v) = (J,v) - \\langle n \\times g_N,v \\rangle_{\\Gamma_N}.$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Reference**\n",
    "- [Finite Element Methods for Maxwell Equations](http://www.math.uci.edu/~chenlong/226/FEMMaxwell.pdf)\n",
    "- [Programming of Finite Element Methods for Maxwell Equations](http://www.math.uci.edu/~chenlong/226/codeMaxwell.pdf)\n",
    "\n",
    "**Subroutines**:\n",
    "\n",
    "    - Maxwell\n",
    "    - cubeMaxwell\n",
    "    - femMaxwell3\n",
    "    - Maxwellfemrate\n",
    "    \n",
    "The method is implemented in `Maxwell` subroutine and tested in `cubeMaxwell`. Together with other elements (ND0,ND1,ND2), `femMaxwell3` provides a concise interface to solve Maxwell equation. The ND0 element is tested in `Maxwellfemrate`. This doc is based on `Maxwellfemrate`.    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Structure\n",
    "\n",
    "Use the function\n",
    "\n",
    "    [elem2dof,edge,elem2edgeSign] = dof3edge(elem);\n",
    "\n",
    "to construct the pointer from element index to edge index. Read\n",
    "<dof3edgedoc.html Dof on Edges in Three Dimensions> for details.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "node = [1,0,0; 0,1,0; 0,0,0; 0,0,1];\n",
    "elem = [1 2 3 4];\n",
    "localEdge = [1 2; 1 3; 1 4; 2 3; 2 4; 3 4];\n",
    "set(gcf,'Units','normal'); \n",
    "set(gcf,'Position',[0.25,0.25,0.25,0.25]);\n",
    "showmesh3(node,elem);\n",
    "view(-72,9);\n",
    "findnode3(node);\n",
    "findedge(node,localEdge,'all','vec');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The six dofs associated to edges in a tetrahedron is sorted in the ordering `[1 2; 1 3; 1 4; 2 3; 2 4; 3 4]`. Here `[1 2 3 4]` are local indices of vertices.\n",
    "\n",
    "Globally we use ascend ordering for each element and thus the orientation of the edge is consistent. No need of `elem2edgeSign`. Read [Simplicial complex in three dimensions](../mesh/sc3doc.html) for more discussion of indexing, ordering and orientation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Local Bases\n",
    "Suppose `[i,j]` is the kth edge and `i<j`. The basis is given by \n",
    "\n",
    "$$ \\phi _k = \\lambda_i\\nabla \\lambda_j - \\lambda_j \\nabla \\lambda_i,\\qquad\n",
    "   \\nabla \\times \\phi_k = 2\\nabla \\lambda_i \\times \\nabla \\lambda_j.$$\n",
    "\n",
    "Inside one tetrahedron, the 6 bases functions along with their curl\n",
    "corresponding to 6 local edges `[1 2; 1 3; 1 4; 2 3; 2 4; 3 4]` are\n",
    "\n",
    "$$ \\phi_1 = \\lambda_1\\nabla\\lambda_2 - \\lambda_2\\nabla\\lambda_1,\\qquad\n",
    "   \\nabla \\times \\phi_1 = 2\\nabla\\lambda_1\\times \\nabla\\lambda_2,$$\n",
    "\n",
    "$$ \\phi_2 = \\lambda_1\\nabla\\lambda_3 - \\lambda_3\\nabla\\lambda_1,\\qquad\n",
    "   \\nabla \\times \\phi_2 = 2\\nabla\\lambda_1\\times \\nabla\\lambda_3,$$\n",
    "\n",
    "$$ \\phi_3 = \\lambda_1\\nabla\\lambda_4 - \\lambda_4\\nabla\\lambda_1,\\qquad\n",
    "   \\nabla \\times \\phi_3 = 2\\nabla\\lambda_1\\times \\nabla\\lambda_4,$$\n",
    "\n",
    "$$ \\phi_4 = \\lambda_2\\nabla\\lambda_3 - \\lambda_3\\nabla\\lambda_2,\\qquad\n",
    "   \\nabla \\times \\phi_4 = 2\\nabla\\lambda_2\\times \\nabla\\lambda_3,$$\n",
    "\n",
    "$$ \\phi_5 = \\lambda_2\\nabla\\lambda_4 - \\lambda_4\\nabla\\lambda_2,\\qquad\n",
    "   \\nabla \\times \\phi_5 = 2\\nabla\\lambda_2\\times \\nabla\\lambda_4,$$\n",
    "\n",
    "$$ \\phi_6 = \\lambda_3\\nabla\\lambda_4 - \\lambda_4\\nabla\\lambda_3,\\qquad\n",
    "   \\nabla \\times \\phi_6 = 2\\nabla\\lambda_3\\times \\nabla\\lambda_4.$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Degree of freedoms\n",
    "\n",
    "Suppose `[i,j]` is the kth edge and `i<j`. The corresponding degree of freedom is\n",
    "\n",
    "$$l_k (v) = \\int_{e_k} v\\cdot t \\, {\\rm d}s \\approx \\frac{1}{2}[v(i)+v(j)]\\cdot e_{k}.$$\n",
    "\n",
    "It is dual to the basis $\\{\\phi_k\\}$ in the sense that\n",
    "\n",
    "$$l_{\\ell}(\\phi _k) = \\delta_{k,\\ell}.$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dirichlet boundary condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dirichlet boundary conditions. \n",
      "#dof:      604, Direct solver    0 \n",
      "#dof:     4184, Direct solver 0.03 \n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:    31024,   #nnz:   411904,   iter: 26,   err = 7.0419e-09,   time = 0.54 s\n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:   238688,   #nnz:  3525680,   iter: 29,   err = 5.6720e-09,   time =  3.5 s\n",
      "Table: Error\n",
      " #Dof        h        ||u-u_h||    ||Du-Du_h||   ||DuI-Du_h|| ||uI-u_h||_{max}\n",
      "\n",
      "   604   2.500e-01   3.33015e-01   3.96024e-01   7.98367e-02   3.72532e-03\n",
      "  4184   1.250e-01   1.68028e-01   1.97196e-01   4.02280e-02   5.32169e-04\n",
      " 31024   6.250e-02   8.42042e-02   9.84691e-02   2.02873e-02   6.87268e-05\n",
      "238688   3.125e-02   4.21257e-02   4.92119e-02   1.01979e-02   8.65951e-06\n",
      "\n",
      "Table: CPU time\n",
      " #Dof    Assemble     Solve      Error      Mesh    \n",
      "\n",
      "   604   2.00e-02   0.00e+00   2.00e-02   0.00e+00\n",
      "  4184   5.00e-02   3.00e-02   7.00e-02   1.00e-02\n",
      " 31024   3.60e-01   5.40e-01   3.00e-01   5.00e-02\n",
      "238688   2.95e+00   3.48e+00   2.23e+00   0.00e+00\n",
      "\n"
     ]
    },
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%% Setting\n",
    "[node,elem] = cubemesh([-1,1,-1,1,-1,1],1);\n",
    "mesh = struct('node',node,'elem',elem);\n",
    "option.L0 = 1;\n",
    "option.maxIt = 4;\n",
    "option.elemType = 'ND0';\n",
    "option.printlevel = 1;\n",
    "\n",
    "%% Dirichlet boundary condition.\n",
    "fprintf('Dirichlet boundary conditions. \\n');    \n",
    "pde = Maxwelldata2;\n",
    "bdFlag = setboundary3(node,elem,'Dirichlet');\n",
    "femMaxwell3(mesh,pde,option);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pure Neumann boundary condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neumann boundary condition. \n",
      "#dof:      604, Direct solver 0.01 \n",
      "#dof:     4184, Direct solver 0.04 \n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:    31024,   #nnz:   482608,   iter: 18,   err = 5.5383e-09,   time = 0.41 s\n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:   238688,   #nnz:  3814496,   iter: 19,   err = 4.7105e-09,   time =  2.6 s\n",
      "Table: Error\n",
      " #Dof        h        ||u-u_h||    ||Du-Du_h||   ||DuI-Du_h|| ||uI-u_h||_{max}\n",
      "\n",
      "   604   2.500e-01   2.85095e-01   3.91208e-01   1.04607e-01   8.22886e-02\n",
      "  4184   1.250e-01   1.59317e-01   1.96376e-01   4.52796e-02   2.43444e-02\n",
      " 31024   6.250e-02   8.27814e-02   9.83230e-02   2.11913e-02   6.66042e-03\n",
      "238688   3.125e-02   4.19067e-02   4.91846e-02   1.03572e-02   1.72821e-03\n",
      "\n",
      "Table: CPU time\n",
      " #Dof    Assemble     Solve      Error      Mesh    \n",
      "\n",
      "   604   3.00e-02   1.00e-02   3.00e-02   0.00e+00\n",
      "  4184   8.00e-02   4.00e-02   7.00e-02   0.00e+00\n",
      " 31024   3.60e-01   4.10e-01   2.90e-01   5.00e-02\n",
      "238688   2.86e+00   2.58e+00   2.20e+00   0.00e+00\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fprintf('Neumann boundary condition. \\n');\n",
    "option.plotflag = 0;\n",
    "pde = Maxwelldata2;\n",
    "mesh.bdFlag = setboundary3(node,elem,'Neumann');\n",
    "femMaxwell3(mesh,pde,option);"
   ]
  },
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   "source": [
    "## Conclusion \n",
    "\n",
    "The optimal rate of convergence of both the H(curl)-norm and L2-norm (1st order) is observed. The 2nd order convergent rate between two discrete functions $\\| \\nabla \\times (u_I - u_h) \\|_{\\infty}$ is known as superconvergence.\n",
    "\n",
    "MGCG using HX preconditioner converges uniformly in all cases."
   ]
  }
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